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» Data mining with differential privacy
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KDD
2002
ACM
214views Data Mining» more  KDD 2002»
15 years 10 months ago
Privacy preserving association rule mining in vertically partitioned data
Privacy considerations often constrain data mining projects. This paper addresses the problem of association rule mining where transactions are distributed across sources. Each si...
Jaideep Vaidya, Chris Clifton
CORR
2010
Springer
134views Education» more  CORR 2010»
14 years 10 months ago
Large Margin Multiclass Gaussian Classification with Differential Privacy
As increasing amounts of sensitive personal information is aggregated into data repositories, it has become important to develop mechanisms for processing the data without revealin...
Manas A. Pathak, Bhiksha Raj
SDM
2007
SIAM
118views Data Mining» more  SDM 2007»
14 years 11 months ago
On Privacy-Preservation of Text and Sparse Binary Data with Sketches
In recent years, privacy preserving data mining has become very important because of the proliferation of large amounts of data on the internet. Many data sets are inherently high...
Charu C. Aggarwal, Philip S. Yu
ISI
2007
Springer
15 years 4 months ago
Geospatial Data Mining for National Security: Land Cover Classification and Semantic Grouping
Chuanjun Li, Latifur Khan, Bhavani M. Thuraisingha...
ICDE
2006
IEEE
165views Database» more  ICDE 2006»
15 years 3 months ago
Privacy Preserving Clustering on Horizontally Partitioned Data
Data mining has been a popular research area for more than a decade due to its vast spectrum of applications. The power of data mining tools to extract hidden information that can...
Ali Inan, Yücel Saygin, Erkay Savas, Ay&ccedi...